Truthful online double auction based dynamic resource provisioning for multi-objective trade-offs in IaaS clouds

被引:16
|
作者
Patel, Yashwant Singh [1 ]
Malwi, Zahra [2 ]
Nighojkar, Animesh [3 ]
Misra, Rajiv [1 ]
机构
[1] Indian Inst Technol Patna, Dept Comp Sci & Engn, Patna, Bihar, India
[2] ValueLabs LLP, Indore, India
[3] Univ S Florida, Dept Comp Sci & Engn, 4202 E Fowler Ave, Tampa, FL 33620 USA
关键词
Virtual machine; Double auction; Truthful; VCG-auction; Approximation; Energy-efficiency; ALLOCATION; MECHANISM;
D O I
10.1007/s10586-020-03225-9
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Auction designs have recently been adopted for static and dynamic resource provisioning in IaaS clouds, such as Microsoft Azure and Amazon EC2. However, the existing mechanisms are mostly restricted to simple auctions, single-objective, offline setting, one-sided interactions either among cloud users or cloud service providers (CSPs), and possible misreports of cloud user's private information. This paper proposes a more realistic scenario of online auctioning for IaaS clouds, with the unique characteristics of elasticity for time-varying arrival of cloud user requests under the time-based server maintenance in cloud data centers. We propose an online truthful double auction technique for balancing the multi-objective trade-offs between energy, revenue, and performance in IaaS clouds, consisting of a weighted bipartite matching based winning-bid determination algorithm for resource allocation and a Vickrey-Clarke-Groves (VCG) driven algorithm for payment calculation of winning bids. Through rigorous theoretical analysis and extensive trace-driven simulation studies exploiting Google cluster workload traces, we demonstrate that our mechanism significantly improves the performance while promising truthfulness, heterogeneity, economic efficiency, individual rationality, and has a polynomial-time computational complexity.
引用
收藏
页码:1855 / 1879
页数:25
相关论文
共 50 条
  • [1] Truthful online double auction based dynamic resource provisioning for multi-objective trade-offs in IaaS clouds
    Yashwant Singh Patel
    Zahra Malwi
    Animesh Nighojkar
    Rajiv Misra
    [J]. Cluster Computing, 2021, 24 : 1855 - 1879
  • [2] Recognizing trade-offs in multi-objective land management
    Bradford, John B.
    D'Amato, Anthony W.
    [J]. FRONTIERS IN ECOLOGY AND THE ENVIRONMENT, 2012, 10 (04) : 210 - 216
  • [3] Understanding trade-offs in stellarator design with multi-objective optimization
    Bindel, David
    Landreman, Matt
    Padidar, Misha
    [J]. JOURNAL OF PLASMA PHYSICS, 2023, 89 (05)
  • [4] Multi-objective Dynamic Auction Mechanism for Online Advertising
    Wang, Yiqing
    Jin, Junqi
    Zheng, Zhenzhe
    Xu, Haiyang
    Wu, Fan
    Jiang, Yuning
    Chen, Guihai
    [J]. 2021 IEEE INTERNATIONAL PERFORMANCE, COMPUTING, AND COMMUNICATIONS CONFERENCE (IPCCC), 2021,
  • [5] Analysis of Trade-offs in Fair Principal Component Analysis Based on Multi-objective Optimization
    Pelegrina, Guilherme D.
    Brotto, Renan D. B.
    Duarte, Leonardo T.
    Attux, Romis
    Romano, Joao M. T.
    [J]. 2022 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2022,
  • [6] Trade-Offs Design of Mobile Robot Based on Multi-Objective Optimization with Respect to Terramechanics
    Xu, He
    Tan, Dawei
    Zhang, Zhenyu
    Gao, Zhenguo
    Peng, Gaoliang
    Li, Chao
    [J]. 2009 IEEE/ASME INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS, VOLS 1-3, 2009, : 239 - +
  • [7] Multi-objective resource optimization scheduling based on iterative double auction in cloud manufacturing
    Zhao-Hui Liu
    Zhong-Jie Wang
    Chen Yang
    [J]. Advances in Manufacturing, 2019, 7 : 374 - 388
  • [8] Multi-objective resource optimization scheduling based on iterative double auction in cloud manufacturing
    Liu, Zhao-Hui
    Wang, Zhong-Jie
    Yang, Chen
    [J]. ADVANCES IN MANUFACTURING, 2019, 7 (04) : 374 - 388
  • [9] Multi-objective trade-offs between cost and reliability in the replacement of water mains
    Dandy, GC
    Engelhardt, MO
    [J]. JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT, 2006, 132 (02) : 79 - 88
  • [10] Multi-objective synthesis of energy systems: Efficient identification of design trade-offs
    Hennen, Maike
    Postels, Sarah
    Voll, Philip
    Lampe, Matthias
    Bardow, Andre
    [J]. COMPUTERS & CHEMICAL ENGINEERING, 2017, 97 : 283 - 293